Continued pre-training with LoRA on simplified triple-only documents improves LLM performance on the paper's own insight-extraction benchmarks, but those benchmarks are built from the same documents used for training.
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Learning Beyond the Surface: How Far Can Continual Pre-Training with LoRA Enhance LLMs' Domain-Specific Insight Learning?
Continued pre-training with LoRA on simplified triple-only documents improves LLM performance on the paper's own insight-extraction benchmarks, but those benchmarks are built from the same documents used for training.